{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import datetime as dt\n",
    "import numpy as np\n",
    "import os\n",
    "import gc\n",
    "import matplotlib as  mpl\n",
    "from matplotlib  import pyplot as plt\n",
    "mpl.rcParams[u'font.sans-serif'] = ['simhei']\n",
    "mpl.rcParams['axes.unicode_minus'] = False\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import joblib"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1.加载所有日期数据和label数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "input_dir = '../preprocess_data_new/'\n",
    "train_ax_date = joblib.load(input_dir + 'train_ax_date.lz4')\n",
    "valid_date = joblib.load(input_dir + 'valid_date.lz4')\n",
    "test_date = joblib.load(input_dir + 'test_date.lz4')\n",
    "\n",
    "train_y = joblib.load(input_dir + 'train_y_33465.lz4')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2.训练集各个月份样本数分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(array([0, 1, 2, 3, 4]), <a list of 5 Text xticklabel objects>)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "plt.figure(figsize=(20,20))\n",
    "plt.subplot(221)\n",
    "(train_ax_date.loan_month.value_counts().sort_index()/100000).plot.bar()\n",
    "plt.title(s = 'train集各个月份样本数分占比',fontdict = {'fontsize': 25})\n",
    "plt.ylabel(s = '数量占比', fontdict = {'fontsize': 20})\n",
    "plt.xlabel(s = '月份', fontdict = {'fontsize': 20})\n",
    "plt.yticks(fontsize=20)\n",
    "plt.xticks(rotation=0, fontsize=20)\n",
    "\n",
    "plt.subplot(222)\n",
    "(valid_date.loan_month.value_counts().sort_index()/20000).plot.bar()\n",
    "plt.title(s = 'valid集各个月份样本数分占比',fontdict = {'fontsize': 25})\n",
    "plt.ylabel(s = '数量占比', fontdict = {'fontsize': 20})\n",
    "plt.xlabel(s = '月份', fontdict = {'fontsize': 20})\n",
    "plt.yticks(fontsize=20)\n",
    "plt.xticks(rotation=0, fontsize=20)\n",
    "\n",
    "plt.subplot(223)\n",
    "(test_date.loan_month.value_counts().sort_index()/20000).plot.bar()\n",
    "plt.title(s = 'test集各个月份样本数分占比',fontdict = {'fontsize': 25})\n",
    "plt.ylabel(s = '数量占比', fontdict = {'fontsize': 20})\n",
    "plt.xlabel(s = '月份', fontdict = {'fontsize': 20})\n",
    "plt.yticks(fontsize=20)\n",
    "plt.xticks(rotation=0, fontsize=20)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3.一个月中每一天的数据量分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,0,'天')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 1152x720 with 3 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(16,10))\n",
    "plt.subplot(221)\n",
    "(train_ax_date.loan_day.value_counts().sort_index()/100000).plot(kind='bar')\n",
    "plt.xticks(rotation=0)\n",
    "plt.title('train集数据与日期的关系')\n",
    "plt.ylabel(s = '数量占比', fontdict = {'fontsize': 10})\n",
    "plt.xlabel(s = '天', fontdict = {'fontsize': 10})\n",
    "\n",
    "plt.subplot(222)\n",
    "(valid_date.loan_day.value_counts().sort_index()/20000).plot(kind='bar')\n",
    "plt.xticks(rotation=0)\n",
    "plt.title('valid集数据与日期的关系')\n",
    "plt.ylabel(s = '数量占比', fontdict = {'fontsize': 10})\n",
    "plt.xlabel(s = '天', fontdict = {'fontsize': 10})\n",
    "\n",
    "plt.subplot(223)\n",
    "(test_date.loan_day.value_counts().sort_index()/20000).plot(kind='bar')\n",
    "plt.xticks(rotation=0)\n",
    "plt.title('test集数据与日期的关系')\n",
    "plt.ylabel(s = '数量占比', fontdict = {'fontsize': 10})\n",
    "plt.xlabel(s = '天', fontdict = {'fontsize': 10})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4.查看loan_week_day 与 逾期率之间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5,1,'逾期率的变化幅度随着loan_week_day的增大而增大')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 逾期率随时间起伏变大\n",
    "label_df = train_y[['label']]\n",
    "week_day_df = train_ax_date.loc[:33465,'loan_week_day']\n",
    "df = pd.concat([week_day_df, label_df],axis=1)\n",
    "df.groupby(by=['loan_week_day']).mean().plot()\n",
    "plt.hlines(label_df['label'].mean(),0,7,colors='r')\n",
    "plt.ylabel(s = '逾期率', fontdict = {'fontsize': 10})\n",
    "plt.xlabel(s = 'loan_week_day', fontdict = {'fontsize': 10})\n",
    "plt.title('逾期率的变化幅度随着loan_week_day的增大而增大')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
